At cermini.ai™, we apply the Brand Voice Clarity-Visibility Framework (BVCV) – a methodology to assess and evolve a brand's presence in the eyes of humans and LLMs alike.
A brand's strength lies not only in what it says but also in how visible and consistent that voice is across digital ecosystems.
This framework uses two critical axes to position brands in a strategic quadrant, enabling leaders to diagnose current position and evolve toward greater resonance.
How discoverable and present is the brand across platforms, channels, and conversations?
How consistent, aligned, and comprehensible is the brand's message?





Place the brand within the quadrant by assessing clarity (message alignment, consistency) and visibility (reach, discoverability).
Define or refine the brand's narrative, values, and voice strategy.
Scale visibility through consistent activation across owned, earned, and AI-detected channels.
Use AI/LLM audits and sentiment tracking to measure perception drift.
Adapt clarity and visibility as markets, platforms, and AI contexts shift.